{"title":"Unscented guidance","authors":"I. Michael Ross, R. Proulx, M. Karpenko","doi":"10.1109/ACC.2015.7172217","DOIUrl":null,"url":null,"abstract":"Unscented guidance combines the concept of the unscented transform with standard optimal control theory to produce an open-loop method to manage uncertainties in nonlinear dynamical systems. The theoretical foundations for this concept can be framed in terms of a low-order semi-discretization of a Lebesgue-Stieltjes optimal control problem. A Zermelo problem subject to parameter uncertainties is used to quantitatively demonstrate the substantial reductions in target error statistics (95% in mean and 70% in the trace of the covariance) through the use of unscented guidance. These ideas generate a tractable approach for solving chance-constrained optimal control problems.","PeriodicalId":223665,"journal":{"name":"2015 American Control Conference (ACC)","volume":"46 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2015-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"10","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2015 American Control Conference (ACC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ACC.2015.7172217","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 10
Abstract
Unscented guidance combines the concept of the unscented transform with standard optimal control theory to produce an open-loop method to manage uncertainties in nonlinear dynamical systems. The theoretical foundations for this concept can be framed in terms of a low-order semi-discretization of a Lebesgue-Stieltjes optimal control problem. A Zermelo problem subject to parameter uncertainties is used to quantitatively demonstrate the substantial reductions in target error statistics (95% in mean and 70% in the trace of the covariance) through the use of unscented guidance. These ideas generate a tractable approach for solving chance-constrained optimal control problems.